Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: UBE2C

Gene summary for UBE2C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2C

Gene ID

11065

Gene nameubiquitin conjugating enzyme E2 C
Gene AliasUBCH10
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

A0A087WVK1


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
11065UBE2CGSM4909281HumanBreastIDC2.05e-062.96e-010.21
11065UBE2CGSM4909282HumanBreastIDC5.59e-571.10e+00-0.0288
11065UBE2CGSM4909285HumanBreastIDC1.79e-073.12e-010.21
11065UBE2CGSM4909287HumanBreastIDC1.25e-145.98e-010.2057
11065UBE2CGSM4909290HumanBreastIDC8.69e-042.98e-010.2096
11065UBE2CGSM4909291HumanBreastIDC9.90e-053.42e-010.1753
11065UBE2CGSM4909296HumanBreastIDC4.83e-042.32e-010.1524
11065UBE2CGSM4909304HumanBreastIDC1.49e-032.26e-010.1636
11065UBE2CGSM4909308HumanBreastIDC2.73e-042.84e-010.158
11065UBE2CGSM4909309HumanBreastIDC5.39e-298.30e-010.0483
11065UBE2CGSM4909315HumanBreastIDC2.58e-022.59e-010.21
11065UBE2CGSM4909318HumanBreastIDC3.67e-036.13e-010.2031
11065UBE2CGSM4909319HumanBreastIDC1.16e-042.36e-010.1563
11065UBE2CM2HumanBreastIDC1.16e-056.17e-010.21
11065UBE2CNCCBC3HumanBreastDCIS7.07e-041.95e-010.1198
11065UBE2CLZE7THumanEsophagusESCC1.18e-022.76e-010.0667
11065UBE2CLZE22THumanEsophagusESCC1.63e-056.44e-010.068
11065UBE2CLZE24THumanEsophagusESCC4.20e-021.70e-010.0596
11065UBE2CLZE21THumanEsophagusESCC1.24e-035.77e-010.0655
11065UBE2CLZE6THumanEsophagusESCC1.55e-081.01e+000.0845
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:009881312ThyroidATCnuclear chromosome segregation145/6293281/187233.06e-108.61e-09145
GO:003007111ThyroidATCregulation of mitotic metaphase/anaphase transition44/629360/187233.54e-109.86e-0944
GO:000709111ThyroidATCmetaphase/anaphase transition of mitotic cell cycle45/629362/187233.93e-101.08e-0845
GO:004578719ThyroidATCpositive regulation of cell cycle158/6293313/187234.18e-101.14e-08158
GO:004828512ThyroidATCorganelle fission229/6293488/187234.79e-101.29e-08229
GO:190581811ThyroidATCregulation of chromosome separation50/629372/187235.42e-101.45e-0850
GO:001096511ThyroidATCregulation of mitotic sister chromatid separation46/629365/187239.91e-102.55e-0846
GO:005130611ThyroidATCmitotic sister chromatid separation47/629367/187231.05e-092.67e-0847
GO:000028011ThyroidATCnuclear division207/6293439/187231.98e-094.80e-08207
GO:190198715ThyroidATCregulation of cell cycle phase transition187/6293390/187232.36e-095.61e-08187
GO:190209911ThyroidATCregulation of metaphase/anaphase transition of cell cycle44/629363/187234.45e-099.97e-0844
GO:004478411ThyroidATCmetaphase/anaphase transition of cell cycle45/629365/187234.62e-091.03e-0745
GO:003304511ThyroidATCregulation of sister chromatid segregation48/629372/187239.86e-092.05e-0748
GO:005143834ThyroidATCregulation of ubiquitin-protein transferase activity38/629353/187231.60e-083.23e-0738
GO:190332218ThyroidATCpositive regulation of protein modification by small protein conjugation or removal77/6293138/187236.67e-081.17e-0677
GO:0045931110ThyroidATCpositive regulation of mitotic cell cycle68/6293121/187232.66e-074.08e-0668
GO:003139818ThyroidATCpositive regulation of protein ubiquitination67/6293119/187232.95e-074.46e-0667
GO:009006817ThyroidATCpositive regulation of cell cycle process115/6293236/187239.87e-071.29e-05115
GO:00513044ThyroidATCchromosome separation55/629396/187231.58e-061.93e-0555
GO:190466634ThyroidATCregulation of ubiquitin protein ligase activity19/629323/187231.89e-062.29e-0519
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412020Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa04120110Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
UBE2CinsertionFrame_Shift_Insnovelc.493_494insCCTCACGCCCTGCTATCp.Tyr165SerfsTer38p.Y165Sfs*38O00762protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
UBE2CinsertionNonsense_Mutationnovelc.340_341insTCATATAGTGAAATGTTCTACAp.Cys114PhefsTer3p.C114Ffs*3O00762protein_codingTCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
UBE2CSNVMissense_Mutationrs757572822c.374N>Cp.Leu125Prop.L125PO00762protein_codingdeleterious(0.04)probably_damaging(0.948)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UBE2CSNVMissense_Mutationc.500A>Gp.Gln167Argp.Q167RO00762protein_codingtolerated(0.54)benign(0.003)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
UBE2CSNVMissense_Mutationnovelc.122N>Tp.Thr41Ilep.T41IO00762protein_codingdeleterious(0.05)benign(0.082)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2CSNVMissense_Mutationnovelc.371N>Tp.Ala124Valp.A124VO00762protein_codingtolerated(0.07)benign(0.223)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2CSNVMissense_Mutationrs763209065c.245C>Tp.Ser82Leup.S82LO00762protein_codingtolerated(0.09)benign(0.403)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2CSNVMissense_Mutationnovelc.278C>Tp.Ala93Valp.A93VO00762protein_codingtolerated(0.07)benign(0.161)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UBE2CSNVMissense_Mutationnovelc.193N>Gp.Thr65Alap.T65AO00762protein_codingdeleterious(0.02)possibly_damaging(0.863)TCGA-BG-A221-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UBE2CSNVMissense_Mutationrs773029038c.299C>Tp.Thr100Metp.T100MO00762protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-D1-A15X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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